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Resources

The sources we build on, linked openly.

We invent no skill taxonomy of our own and no legal framework of our own. Both already exist, public and better maintained.

Every reference points to the primary source. We do not mirror content and we do not present other people's text as our own.

What is on this page

Three groups

This page collects the material we actually use.

  • Classification and skill frameworks

    4 sources

    esco.ec.europa.eu, onetcenter.org, dqr.de, bibb.de

  • Law and codetermination

    7 sources

    gesetze-im-internet.de

  • Figures and studies

    4 sources

    weforum.org, destatis.de, iwkoeln.de, iao.fraunhofer.de

There is no material of our own here yet. What follows comes out of the work with the first partner companies.

Classification and skill frameworks

Without a shared framework, every skills discussion stays a discussion about words. These four sources provide the framework the QualiShift data model follows.

  • ESCO, the European classification of occupations and skills

    Useful as a common language for skills across language borders, because the same skill carries the same identifier in 28 languages. QualiShift follows ESCO, the open classification standard of the European Commission.

    esco.ec.europa.eu

  • O*NET, occupational database of the US Department of Labor

    Useful when an activity needs a finer description than European occupational profiles give, for instance by tasks, tools and technologies. Published under CC BY 4.0 and usable commercially with attribution.

    onetcenter.org

  • German Qualifications Framework

    Useful for making competence levels comparable instead of describing them with adjectives. Eight levels, split into professional competence and personal competence.

    dqr.de

  • Federal Institute for Vocational Education and Training

    Useful as the place to check what counts as a recognised apprenticeship occupation and what does not. The register lists 324 occupations, and the four standard training elements digitalisation, sustainability, law and safety apply to all of them.

    bibb.de

Law and codetermination

The provisions below decide when the works council has to be involved and in what form. Anyone planning a wave of qualification touches several of them at once. The full texts are free to read at the German Federal Ministry of Justice.

Figures and studies

These four sources carry every figure on this website. Which figure comes from which edition is set out, with its period, on the sources page.

  • World Economic Forum, Future of Jobs Report

    Useful for the share of core skills that changes and for how the training need is distributed across 100 workers. Watch the edition: the value has been falling since 2020.

    weforum.org

  • Federal Statistical Office

    Useful for actual employment in vehicle manufacturing and among manufacturers of parts and accessories, meaning measured rather than projected developments.

    destatis.de

  • German Economic Institute

    Useful for what companies actually spend on training, and for the skilled labour gap published by its Competence Centre for Securing Skilled Labour.

    iwkoeln.de

  • Fraunhofer IAO, ELAB2040 study

    Useful for the employment effect of the powertrain transition in European production. When citing it, keep three things straight: Europe, powertrain only, jobs at risk within a scenario.

    iao.fraunhofer.de

Our own material will follow

We do not publish any material of our own here yet. There is no blog, no whitepaper and no study from us.

What will follow comes out of the work with the first partner companies: how a role cluster is cut cleanly, a skeleton for the document required under Section 92 BetrVG, and a note on works agreements for a skills system. As soon as it holds up, it will appear here.

Pointers welcome

A source missing here?

If you work with a standard or a survey we have overlooked, write to us. We add it to this page if it holds.